Does Book Artificial Intelligence A Modern Approach Cover Machine Learning?

2025-07-25 01:06:27 120

4 คำตอบ

Rhys
Rhys
2025-07-26 16:55:24
I can confidently say that 'Artificial Intelligence: A Modern Approach' by Stuart Russell and Peter Norvig is a cornerstone in the field. The book does cover machine learning, but it’s part of a broader exploration of AI. It introduces ML concepts like neural networks, decision trees, and reinforcement learning, but it doesn’t dive as deep as specialized ML books.

The beauty of this book is how it contextualizes machine learning within the larger AI landscape. It’s perfect for readers who want to understand how ML fits into things like robotics, natural language processing, and problem-solving. If you’re looking for an exhaustive ML deep dive, you might want to pair this with something like 'Pattern Recognition and Machine Learning' by Bishop. But for a holistic AI foundation, this book is unbeatable.
Chloe
Chloe
2025-07-26 18:41:38
For a quick take: yes, 'Artificial Intelligence: A Modern Approach' includes machine learning, but it’s one piece of the puzzle. The ML coverage is solid for beginners—expect clear primers on topics like clustering and regression. What stands out is how the book connects ML to other AI techniques, like search algorithms and logic. It’s less about coding and more about big-picture thinking. Perfect if you’re starting your AI journey.
Penelope
Penelope
2025-07-29 13:22:15
I remember picking up this book after binge-watching 'Westworld' and wondering how close we are to real AI. While it doesn’t focus solely on machine learning, the sections on ML are super approachable. The authors break down complex ideas—like how spam filters learn from data—without drowning you in math. Later chapters even touch on ethical debates, like bias in ML models.

It’s not a cookbook for building ML projects, but it’s fantastic for understanding the philosophy behind them. If you’re a visual learner, the diagrams and pseudocode make abstract concepts stick.
Stella
Stella
2025-07-29 13:27:39
From a student’s perspective, 'Artificial Intelligence: A Modern Approach' was my go-to textbook for intro AI courses. Yes, it covers machine learning, but it’s more of a survey than a manual. You’ll get clear explanations of supervised vs. unsupervised learning, Bayesian networks, and even a bit on deep learning in later editions. What I love is how it balances theory with practical examples—like using ML for game-playing AIs or speech recognition.

That said, if you’re craving hands-on ML coding, you’ll need supplementary material. This book shines when you want to see the 'why' behind ML algorithms, not just the 'how.' It’s like a roadmap that helps you see where ML fits in the grand scheme of AI.
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